{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import norm\n",
    "%matplotlib inline\n",
    "import fxcmpy\n",
    "import datetime as dt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "socket = fxcmpy.fxcmpy(config_file = 'fxcm.cfg')\n",
    "instrument = 'EUR/USD'\n",
    "data = socket.get_candles(instrument=instrument, period = 'H1', start = dt.datetime(2017,5,7), end = dt.datetime(2018, 12, 10))['bidclose']\n",
    "data.plot(figsize=(12, 7));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\vpsuser\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in log\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "date\n",
       "2018-12-09 20:00:00   -0.000342\n",
       "2018-12-09 21:00:00    0.000404\n",
       "2018-12-09 22:00:00    0.000641\n",
       "2018-12-09 23:00:00    0.000167\n",
       "2018-12-10 00:00:00    0.000798\n",
       "Name: bidclose, dtype: float64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log_returns = np.log(1 + data.pct_change())\n",
    "log_returns.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.443830546211348e-06"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u = log_returns.mean()\n",
    "u"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8.207554304770642e-07"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "var = log_returns.var()\n",
    "var"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.0334528309728157e-06"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drift = u - (0.5 * var)\n",
    "drift"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0009059555344922091"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stdev = log_returns.std()\n",
    "stdev"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6744897501960817"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "norm.ppf(0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.00124145, 0.99867336, 0.99880906, ..., 1.00211849, 1.00149554,\n",
       "        1.00125238],\n",
       "       [1.00175717, 0.99948573, 0.99855362, ..., 1.00016133, 0.99989619,\n",
       "        0.99988772],\n",
       "       [0.99922717, 1.00011483, 0.99964671, ..., 1.00087462, 0.99873032,\n",
       "        0.99929204],\n",
       "       ...,\n",
       "       [0.99867578, 1.00079508, 1.0002088 , ..., 1.00018714, 1.00032331,\n",
       "        1.00038154],\n",
       "       [1.00032766, 0.99976155, 0.99864341, ..., 1.00002277, 0.99971647,\n",
       "        1.0010483 ],\n",
       "       [0.99962804, 0.9985426 , 1.00093206, ..., 0.99992949, 1.00070279,\n",
       "        1.00112109]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "days = 1000\n",
    "iterations = 10\n",
    "daily_returns = np.exp(drift + stdev * norm.ppf(np.random.rand(days, iterations)))\n",
    "daily_returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.14082"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "S0 = data.iloc[-1]\n",
    "S0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.14082, 1.14082, 1.14082, ..., 1.14082, 1.14082, 1.14082],\n",
       "       [0.     , 0.     , 0.     , ..., 0.     , 0.     , 0.     ],\n",
       "       [0.     , 0.     , 0.     , ..., 0.     , 0.     , 0.     ],\n",
       "       ...,\n",
       "       [0.     , 0.     , 0.     , ..., 0.     , 0.     , 0.     ],\n",
       "       [0.     , 0.     , 0.     , ..., 0.     , 0.     , 0.     ],\n",
       "       [0.     , 0.     , 0.     , ..., 0.     , 0.     , 0.     ]])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "price_list = np.zeros_like(daily_returns)\n",
    "price_list[0] = S0\n",
    "price_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.14082   , 1.14082   , 1.14082   , ..., 1.14082   , 1.14082   ,\n",
       "        1.14082   ],\n",
       "       [1.14282461, 1.14023331, 1.13916994, ..., 1.14100405, 1.14070158,\n",
       "        1.1406919 ],\n",
       "       [1.1419414 , 1.14036425, 1.13876748, ..., 1.142002  , 1.13925325,\n",
       "        1.13988434],\n",
       "       ...,\n",
       "       [1.16193181, 1.10832787, 1.15035887, ..., 1.17433415, 1.12543185,\n",
       "        1.21313099],\n",
       "       [1.16231252, 1.10806358, 1.1487983 , ..., 1.17436089, 1.12511276,\n",
       "        1.21440271],\n",
       "       [1.16188019, 1.10644869, 1.14986905, ..., 1.17427808, 1.12590348,\n",
       "        1.21576417]])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for d in range(1, days):\n",
    "    price_list[d] = price_list[d - 1] * daily_returns[d]\n",
    "    \n",
    "price_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(price_list);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
